{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2fae23cb",
   "metadata": {},
   "source": [
    "The document is contributed by PeiJie, Thanks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2843d796",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "from utils import Dataset, AbcClassifier, VisDecision\n",
    "np.random.seed(42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84a44b89",
   "metadata": {},
   "source": [
    "## Kernel Trick\n",
    "\n",
    "\n",
    "Let's recap the feature transformation from <b>Lecture 3</b> regarding polynomial feature transformation where we compute the explicit polynomial feature transformations. For instance, we have $x \\in \\mathbb{R}^{d}$ and a polynomial transformation function $\\phi(x)=[1, x_1, \\dots, x_d , \\dots, x_1 x_2, \\dots, x_1 x_2\\dots x_d]$, what is the dimensionality of the transfered feature space $D$ of $\\phi(x)$ ? The answer is $D=2^d$. <b>(Figure out why !)</b> The dimensionality of the transfered feature space growes exponentially w.r.t. the original dimensionality. (<b>Isn't that expensive ?</b> e.g., d=100, what is D ?) The curse of dimensionlity is the biggest problem in explicit feature transformation in terms of computation ! In realiity, we always have limited computational resource (e.g., 32G memory).  \n",
    "<p>\n",
    "This leads us to think whether there is a way to achieve (Non-Linear) feature transformation with reasonable dimensionlity cost. The idea is simple-discard the explicit feature transformation but doing implicit feature transformation (Kernel trick).\n",
    "We linearize the entire ML algorithm with this kernel trick to achieve complicated feature transformation implicitly. \n",
    "<p>\n",
    "Let's go from the simplest case-Linear Model (we will see the SVM in the next lecture). \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfd25097",
   "metadata": {},
   "source": [
    "## Manifold Trick\n",
    "<p>\n",
    "<font size=\"3\">\n",
    "    In this case, the data is not linearly separable meaning we cannot find a 2-dimensional hyperplane (not a single line but a set of lines) that can perfectly separate those two categories. <b> How to prove it mathmatically?</b> But we can more appreciate the terminology of <b> Manifold</b>. Just open up your imagination of the geometry! a set of linearly non-separable points in 2-dimensional might be linearly separable in a more high-dimensional space/manifold. E.g., a 2D manifold can be viewed as the projection of any 3D or higher-dimensional manifold.\n",
    "</font>    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "05837541",
   "metadata": {},
   "outputs": [],
   "source": [
    "n_samples = 500\n",
    "n_features = 2\n",
    "n_classes = 2\n",
    "noise = 0.05\n",
    "seed = 2\n",
    "X, y = Dataset('circle').make(n_samples, n_features, n_classes, noise, seed)\n",
    "X[:, [1, 0]] = X[:, [0, 1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3f0fcf2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x17c06a23c50>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(X[:,0], X[:,1], c=y, s=40, cmap=ListedColormap([\"#FF0000\", \"#0000FF\"]), edgecolors=\"k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d84b42e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def feature_map_1(X):\n",
    "    return np.asarray((X[:,0], X[:,1], X[:,0]**2 + X[:,1]**2)).T\n",
    "\n",
    "def feature_map_2(X):  \n",
    "    return np.asarray((X[:,0], X[:,1], np.exp( -( X[:,0]**2 + X[:,1]**2)))).T\n",
    "\n",
    "def feature_map_3(X):  \n",
    "    return np.asarray((np.sqrt(2) *X[:,0] * X[:,1], X[:,0]**2, X[:,1]**2)).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ca007c12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Z = feature_map_2(X)\n",
    "#3D scatter plot\n",
    "fig = plt.figure(figsize = (16,9))\n",
    "ax = fig.add_subplot(1, 1, 1, projection='3d')\n",
    "ax.scatter3D(Z[:,0],Z[:,1], Z[:,2],c = y, cmap=ListedColormap([\"#FF0000\", \"#0000FF\"]))\n",
    "ax.set_xlabel('$z_1$')\n",
    "ax.set_ylabel('$z_2$')\n",
    "ax.set_zlabel('$z_3$')\n",
    "ax.set_title('Transformed dataset')\n",
    "\n",
    "ax.view_init(-140, 60)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "722053b0",
   "metadata": {},
   "source": [
    "### Kernelized Linear Model\n",
    "Linear model is defined as $h(x)=w^T x$. Gradient descent with a squared loss function:\n",
    "$[\\mathcal{L}(w) = \\sum_{i=1}^{n}(w^T x_i -y_i)^2]$\n",
    "Then the gradient w.r.t. $w$ is \n",
    "$[g(w)=\\frac{\\partial \\mathcal{L}(w)}{\\partial w}=\\sum_{i=1}^{n}2(w^T x_i -y_i)x_i]$\n",
    "Recall gradient descent update rule:\n",
    "$begin{align}\n",
    "    w_{t+1} &= w_t - s g(w_t) \n",
    "$end{align}\n",
    "We prove that $w_t$ is a linear combination of $x_i$ by induction: \n",
    "    1. $w_0$ is initialized as 0, as $\\mathcal{L}(w)$ is convex, then the solution is independent of the initialization.\n",
    "        $[w_1 = \\sum_{i=1}^{n} 2s y_i x_i = \\sum_{i=1}^{n} \\alpha_i^{(0)} x_i  ]$\n",
    "    2. Assume $w_t = \\sum_{i=1}^{n} \\alpha_i^{(t)} x_i $, we get\n",
    "\n",
    "$\n",
    "    \\begin{align}\n",
    "    w_{t+1} &= w_t - s g(w_t) \\\\\n",
    "            &= \\sum_{i=1}^{n} \\alpha_i^{(t)} x_i - s \\sum_{i=1}^{n} 2 (w_t^{T} x_i - y_i) x_i \\\\\n",
    "            &= \\sum_{i=1}^{n} \\alpha_i^{(t+1)} x_i, \\quad (\\alpha_i^{(t+1)} = \\alpha_i^{(t)} - 2s(w_t^T x_i - y_i) x_i)\n",
    "    \\end{align}\n",
    "$\n",
    "\n",
    "As $w_t$ can be written as a linear combination of $x_i$, we do not need to care about the explicit expression of $w_t$. Instead, we update $\\alpha_i^{(t)}$ for each iteration.\n",
    "    Let's continue this trick ! \n",
    "\n",
    "$\n",
    "    \\begin{align}h_t(x_i) \n",
    "    &= w_t^T x_i \\\\\n",
    "    &= \\sum_{j=1}^{n}\\alpha_j^{(t)}x_j^T x_i, \\ (w_t = \\sum_{j=1}^{n} \\alpha_j^{(t)} x_j)\n",
    "    \\end{align}\n",
    "$\n",
    "Now, we do not need evulate $w$ any more. Instead, we can do gradient descent in terms of $x_j^Tx_i$ to evaluate $\\alpha_i^{(t)}$. Note that $x_j^Tx_i$ is the inner product of the training set which can be pre-computed meaning we do not need to compute $x_j^Tx_i$ for each iteration. Instead, we store the inner product $x_j^Tx_i$ as a $n\\times n$ kernel matrix $K$ where $K_{ij}=<\\phi(x_i), \\phi(x_j)>$, $<|.|>$ denotes inner product $\\phi(x_i)^{T} \\phi(x_j)$ and $\\phi(x)=x$ at this time. This is also called a linear kernel, as the kernel function $k(x, x') = <\\phi(x), \\phi(x')> = x^T x'$ is linear at this point.\n",
    "    \n",
    "\n",
    "<b> Why do we do this ? </b>\n",
    "Let's see the polynomial regression again. we plug $\\phi(x_i)=[1, x_{i1}, \\dots, x_{id} , \\dots, x_{i1} x_{i2}, \\dots, x_{i1} x_{i2}\\dots x_{id}]^T$ into the above equation:\n",
    "\n",
    "$\n",
    "     \\begin{align}\n",
    "        <\\phi(x_i), \\phi(x_j')> &= \\phi(x_i)^T \\phi(x_j') \\\\\n",
    "                  &= 1*1 + x_{i1} x_{j1}' + \\dots +x_{i1}x_{i2}x_{j1}'x_{j2}'+\\dots + x_{i1}x_{i2}\\dots x_{id} x_{j1}'x_{j2}'\\dots x_{jd}' \\\\\n",
    "                  &= \\prod_{k=1}^{d}(1+x_{ik}x_{jk'})\n",
    "    \\end{align}\n",
    "$    \n",
    "Then the kernel function $k(x, x') = (1+x^T x)^d$ where $d$ is the degree of the polynomial. This takes $O(d)$ time and $O(n^2)$ space to compute. The explicit feature transformation takes $O(2^d)$ time and $O(2^d)$ space to compute. See the advantages ! Notice that all the kernel matrix $K$ can be computed in advance ! "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b12c1497",
   "metadata": {},
   "source": [
    "### Let's see a concrete example !\n",
    "<p>\n",
    "Instead of $2^{nd}$ order polynomial regression, we do a higher order $10^{th}$ order polynomial regression with this kernel trick ! Recall that the kernel matrix $K$ is computed as $k(x, x') = (1+x^T x)^d$ where $d$ is the degree of the polynomial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "890c3b79",
   "metadata": {},
   "outputs": [],
   "source": [
    "class KernelClassifier(AbcClassifier):\n",
    "    def __init__(self, kernel_type, kpar=None):\n",
    "        super().__init__()\n",
    "        self.kernel_type = kernel_type\n",
    "        self.kpar = kpar\n",
    "        \n",
    "    def fit(self, X, y):\n",
    "        X, y = super().fit(X, y)\n",
    "        n, d = X.shape\n",
    "        X = np.hstack((X, np.ones((n, 1))))\n",
    "        y = y.reshape(-1, 1)\n",
    "        \n",
    "        # your code here \n",
    "        # Initialize the parameters to be estimated \n",
    "        alpha_init = np.zeros((X.shape[0], 1))\n",
    "        \n",
    "        # Compute the kernel matrix K first\n",
    "        self.X_ = X\n",
    "        K = self.computeK(X, X)\n",
    "        \n",
    "        # Use whatever method to solve the Linear model to estimate alpha\n",
    "        self.alpha_ = np.linalg.pinv(K.T.dot(K)).dot(K.T).dot(y)\n",
    "        \n",
    "        return self\n",
    "    \n",
    "    def predict(self, X):\n",
    "        X = super().predict(X)\n",
    "        \n",
    "        n, d = X.shape\n",
    "        X = np.hstack((X, np.ones((n, 1))))\n",
    "        \n",
    "        # your code here\n",
    "        # Compute the kernel matrix K first\n",
    "        K = self.computeK(X, self.X_)\n",
    "        y_pred = np.sign(K.dot(self.alpha_))\n",
    "        \n",
    "        return y_pred.squeeze()\n",
    "\n",
    "\n",
    "    def computeK(self, X, Z):\n",
    "        \"\"\"\n",
    "        INPUT:\n",
    "        X : nxd input data\n",
    "        Z: nxd input data\n",
    "        order: the degrees of polynomials  \n",
    "\n",
    "        Output:\n",
    "        The kernel matrix K\n",
    "        \"\"\"\n",
    "        n, d = X.shape\n",
    "        m, dd = Z.shape\n",
    "        assert d == dd, 'First dimension of X and Z must be equal in input to computeK'\n",
    "\n",
    "        K = np.zeros((n, m))\n",
    "        # your code here\n",
    "        if self.kernel_type  == 'linear':\n",
    "            K = X.dot(Z.T) # your code here \n",
    "        elif self.kernel_type == 'poly':\n",
    "            K = (1 + X.dot(Z.T)) ** self.kpar # your code here \n",
    "        elif self.kernel_type == 'other':\n",
    "            K = feature_map_3(X).dot(feature_map_3(Z).T)\n",
    "\n",
    "        return K"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de321f91",
   "metadata": {},
   "source": [
    "二分类问题是y真值为-1和1，然后基于x回归出线性模型ax+b=0的线性模型是不是就可以根据线性模型取sign就能进行二分类？\n",
    "回答：可以基于线性模型回归一个二分类模型，但其对label的准确性要求更高，和逻辑回归算法有实现上的不同。逻辑回归对异常值相对不敏感。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8139225d",
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = KernelClassifier('poly', 2).fit(X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbbf3c0e",
   "metadata": {},
   "source": [
    "### Visualization your decision boundary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ca2c99b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Decision Boundary'}, xlabel='X1', ylabel='X2'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31mThe Kernel crashed while executing code in the current cell or a previous cell. \n",
      "\u001b[1;31mPlease review the code in the cell(s) to identify a possible cause of the failure. \n",
      "\u001b[1;31mClick <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. \n",
      "\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
     ]
    }
   ],
   "source": [
    "VisDecision(clf).plot(X, clf.predict(X))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82d4c6ad",
   "metadata": {},
   "source": [
    "### Solution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5bdfb9e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "class KernelClassifier(AbcClassifier):\n",
    "    def __init__(self, kernel_type, kpar=None):\n",
    "        super().__init__()\n",
    "        self.kernel_type = kernel_type\n",
    "        self.kpar = kpar\n",
    "        \n",
    "    def fit(self, X, y):\n",
    "        X, y = super().fit(X, y)\n",
    "        n, d = X.shape\n",
    "        X = np.hstack((X, np.ones((n, 1))))\n",
    "        y = y.reshape(-1, 1)\n",
    "        \n",
    "        # your code here \n",
    "        # Initialize the parameters to be estimated \n",
    "        alpha_init = np.zeros((X.shape[0], 1))\n",
    "        \n",
    "        # Compute the kernel matrix K first\n",
    "        self.X_ = X\n",
    "        K_ = self.computeK(X, X)\n",
    "        \n",
    "        self.alpha_ = np.linalg.pinv(K_.T.dot(K_)).dot(K_.T).dot(y)\n",
    "        \n",
    "        # Return the classifier\n",
    "        return self\n",
    "    \n",
    "    def predict(self, X):\n",
    "        X = super().predict(X)\n",
    "        \n",
    "        n, d = X.shape\n",
    "        X = np.hstack((X, np.ones((n, 1))))\n",
    "        \n",
    "        # your code here\n",
    "        # Compute the kernel matrix K first\n",
    "        K = self.computeK(X, self.X_)\n",
    "        y_pred = np.sign(K.dot(self.alpha_))\n",
    "        \n",
    "        return y_pred.squeeze()\n",
    "\n",
    "\n",
    "    def computeK(self, X, Z):\n",
    "        \"\"\"\n",
    "        INPUT:\n",
    "        X : nxd input data\n",
    "        Z: nxd input data\n",
    "        order: the degrees of polynomials  \n",
    "\n",
    "        Output:\n",
    "        The kernel matrix K\n",
    "        \"\"\"\n",
    "        n, d = X.shape\n",
    "        m, dd = Z.shape\n",
    "        assert d == dd, 'First dimension of X and Z must be equal in input to computeK'\n",
    "\n",
    "        K = np.zeros((n, m))\n",
    "        # your code here\n",
    "        if self.kernel_type  == 'linear':\n",
    "            K = X.dot(Z.T)\n",
    "        elif self.kernel_type == 'poly':\n",
    "            K = (1 + X.dot(Z.T)) ** self.kpar\n",
    "        elif self.kernel_type == 'rbf':\n",
    "            K = np.exp(-self.kpar * (self.l2distance(X, Z) ** 2))\n",
    "        elif self.kernel_type == 'own':\n",
    "            K = feature_map_3(X).dot(feature_map_3(Z).T)\n",
    "\n",
    "        return K\n",
    "    \n",
    "    def l2distance(self, X, Z):\n",
    "        n, d = X.shape\n",
    "        k, dd = Z.shape\n",
    "        assert d == dd, 'First dimension of X and Z must be equal in input to l2distance'\n",
    "\n",
    "        D = np.zeros((n, k))\n",
    "        \n",
    "        ## your code here \n",
    "        S = np.sum(X ** 2, axis=-1).reshape((-1, 1))\n",
    "        R = np.sum(Z ** 2, axis=-1).reshape((1, -1)) \n",
    "        \n",
    "        G = X.dot(Z.T)\n",
    "        \n",
    "        D = S - 2 * G + R\n",
    "\n",
    "        # solve numerical instability\n",
    "        D = np.maximum(D, 0)\n",
    "        D = np.sqrt(D)\n",
    "\n",
    "        return D"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
